{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9656558c-2546-42c5-9d8b-abb8d1701a0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing FloorSet-Lite Batches:   0% 0/7650 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "area targets: torch.Size([128, 100]) b2b_connectivity: torch.Size([128, 2200, 2]) p2b_connectivity: torch.Size([128, 648, 2]) pins_pos: torch.Size([128, 324, 2]) placement_constraints: torch.Size([128, 100, 5]) target floorplan solution: torch.Size([128, 100, 4]) target tree solution: torch.Size([128, 99, 3]) target metrics: torch.Size([128, 8])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing FloorSet-Lite Batches:   0% 0/7650 [00:02<?, ?it/s]\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from torch.utils.data import DataLoader\n",
    "from tqdm import tqdm \n",
    "from lite_dataset import FloorplanDataset, floorplan_collate\n",
    "from visualize import visualize_lite\n",
    "\n",
    "def main():\n",
    "    root = './'\n",
    "    ds = FloorplanDataset(root)\n",
    "    # Avoid shuffling to make file caching more effective\n",
    "    dl = DataLoader(ds, batch_size=128, shuffle=False,\n",
    "                    collate_fn=floorplan_collate)\n",
    "    \n",
    "    # A minibatch can contain floorplans with different number of blocks or pins\n",
    "    # All tensors in a minibatch are padded to the maximum number of blocks and pins in the minibatch\n",
    "    # The padding for the LongTensors is -1, for the bool tensors it is False\n",
    "    for batch_idx, batch in tqdm(enumerate(dl), total=len(dl), desc='Processing FloorSet-Lite Batches'):\n",
    "        (\n",
    "            area_target,   # bsz x n_blocks. The area target values for each block\n",
    "            b2b_connectivity,  # bsz x b2b_edges x weight. The block-to-block connectivity\n",
    "            p2b_connectivity,  # bsz x p2b_edges x weight. The pin-block connectivity\n",
    "            pins_pos,  # bsz x n_pins x 2. The pins location\n",
    "            placement_constraints, # bsz x n_blocks x 5. [fixed, preplaced, multi-instantiation, cluster, boundary]\n",
    "            tree_sol, # bsz x (n_blocks-1) x 3. The B*Tree representation of the floorplans (rectangular partitions + compact floorplans)\n",
    "            fp_sol, # bsz x n_blocks x 4. The size(:,:,:2) and the ground truth position(:,:,2:4) of the blocks\n",
    "            metrics_sol # [area, num_pins, num_total_nets, num_b2b_nets, num_p2b_nets, num_hardconstraints, b2b_weighted_wl, p2b_weighted_wl]\n",
    "        ) = batch \n",
    "        print(\n",
    "            f'area targets: {area_target.size()}', \n",
    "            f'b2b_connectivity: {b2b_connectivity.size()}', \n",
    "            f'p2b_connectivity: {p2b_connectivity.size()}', \n",
    "            f'pins_pos: {pins_pos.size()}', \n",
    "            f'placement_constraints: {placement_constraints.size()}', \n",
    "            f'target floorplan solution: {fp_sol.size()}', \n",
    "            f'target tree solution: {tree_sol.size()}', \n",
    "            f'target metrics: {metrics_sol.size()}', \n",
    "            )\n",
    "\n",
    "        # Visualize results of the first samples of each batch\n",
    "        target_row = torch.tensor([-1, -1, -1, -1])\n",
    "        for vis_ind in range(1):\n",
    "            mask = ~torch.all(fp_sol[vis_ind] == target_row, dim=1)\n",
    "            num_blocks = torch.sum(mask).item()\n",
    "            layout_ind = str(batch_idx)+'_'+str(vis_ind)+'_'+str(num_blocks)\n",
    "            visualize_lite(\n",
    "                fp_sol[vis_ind], \n",
    "                b2b_connectivity[vis_ind], \n",
    "                p2b_connectivity[vis_ind], \n",
    "                pins_pos[vis_ind], \n",
    "                placement_constraints[vis_ind],\n",
    "                layout_ind\n",
    "            )\n",
    "        break\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    main()\n"
   ]
  }
 ],
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    "name": "ipython",
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   "file_extension": ".py",
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